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Projects

Things I've built

A sky of skills. Tap a star to light up the project where it does the most work.

11 skills · 6 projects

AI-powered knowledge base May 2026

NeuroNote

A local-first knowledge base that turns scattered notes into a typed property graph you can query.

  • Built a deterministic NLP pipeline (KBIR keyphrase transformer + YAKE, embedding-based normalization) that extracts concepts and relations into a typed property graph, with no LLM in the critical path.
  • Shipped a containerized, tested graph-API backend whose AI insights run on a local in-browser LLM or in the cloud, so notes can stay on-device.

FastAPI · PostgreSQL · Apache AGE · pgvector · Docker

Information-theory Monte Carlo localization April 2026

Beam Me Up

An information-theory take on Monte Carlo localization, with ablations across 7 filter variants.

  • Built 7 Monte Carlo Localization variants for ablation studies, with a custom Numba ray-casting kernel running 20–50× faster.
  • Developed an entropy-adaptive filter (MPF-E) extending the source paper, and characterized its stability across 4 map geometries and 30 noise configurations.

Python · Numba

Agentic travel chat with RAG December 2025

Navigatio

An agentic travel planner built around accessibility and dietary needs.

  • Built an agentic RAG engine on Gemini and FastAPI that pulls real-time Amadeus and Google data into flight and itinerary workflows.
  • Designed an accessibility-first, screen-reader-compatible UI that scores travel options on accessibility and dietary needs.

Gemini · FastAPI · RAG · Amadeus & Google APIs

Virtual calendar system April 2025

Caley

A multi-calendar Java application with automated IANA time-zone conversion and recurring event series.

  • Architected the app on MVC and SOLID principles, reaching 100% mutation and line coverage with PIT and JUnit.
  • Engineered a Factory-based command engine that modularizes conflict detection and batch event processing.

Java · MVC · JUnit · PIT

Microsoft malware prediction April 2025

Sentinel

Malware prediction from Windows machine telemetry, built for Microsoft's Kaggle competition.

  • Built a LightGBM/XGBoost ensemble whose late submission scored in the top 10% of a 2,400+ team leaderboard.
  • Improved predictive performance 15% with PCA/LDA feature engineering on high-dimensional telemetry.

LightGBM · XGBoost · Pandas

Fake customer review detection April 2022

Revcop

Spotting fake customer reviews with deep learning.

  • Deployed a Bi-LSTM fraud-detection microservice that flags deceptive reviews with 92% accuracy.
  • Built a Python validation framework to verify 2,000+ reviews.

Python · Bi-LSTM · NLP · PyTorch